{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hankel DMD with control for Van der Pol Oscillator"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Classical forced Van der Pol oscillator**\n",
    "this is example in Sec. 4 in Korda & Mezić, _\"Linear predictors for nonlinear dynamical systems: Koopman operator meets model predictive control\"_, Automatica 2018, with dynamics given by:\n",
    "\n",
    "$$\\dot{x}_{1} = 2x_2 u,\\\\\n",
    "\\dot{x}_2 = -0.8x_1 + 2x_2 -10x_1^2x_2 + u$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../src')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pykoopman as pk\n",
    "from pykoopman.common.examples import vdp_osc, rk4, square_wave  # required for example system\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import numpy.random as rnd\n",
    "np.random.seed(42)  # for reproducibility\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Training data: A training dataset is created consisting of 200 trajectories, each trajectory is integrated for 1000 timesteps and forced by a random actuation in the range $[-1,1]$. Each trajectory starts at a random initial condition in the unit box $[-1,1]^2$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_states = 2 # Number of states\n",
    "n_inputs = 1 # Number of control inputs\n",
    "dT = 0.01    # Timestep\n",
    "n_traj = 200  # Number of trajectories\n",
    "n_int = 1000  # Integration length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Time vector\n",
    "t = np.arange(0, n_int*dT, dT)\n",
    "\n",
    "# Uniform random distributed forcing in [-1, 1]\n",
    "u = 2*rnd.random([n_int, n_traj])-1\n",
    "\n",
    "# Uniform distribution of initial conditions\n",
    "x = 2*rnd.random([n_states, n_traj])-1\n",
    "\n",
    "# Init\n",
    "X = np.zeros((n_states, n_int*n_traj))\n",
    "Y = np.zeros((n_states, n_int*n_traj))\n",
    "U = np.zeros((n_inputs, n_int*n_traj))\n",
    "\n",
    "# Integrate\n",
    "for step in range(n_int):\n",
    "    y = rk4(0, x, u[step, :], dT, vdp_osc)\n",
    "    X[:, (step)*n_traj:(step+1)*n_traj] = x\n",
    "    Y[:, (step)*n_traj:(step+1)*n_traj] = y\n",
    "    U[:, (step)*n_traj:(step+1)*n_traj] = u[step, :]\n",
    "    x = y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "[Text(0, 0.5, '$x_2$'), Text(0.5, 0, '$t$')]"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1200x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize first 100 steps of the training data\n",
    "fig, axs = plt.subplots(1, 1, tight_layout=True, figsize=(12, 4))\n",
    "for traj_idx in range(n_traj):\n",
    "    x = X[:, traj_idx::n_traj]\n",
    "    axs.plot(t[0:100], x[1, 0:100], 'k')\n",
    "axs.set(\n",
    "        ylabel=r'$x_2$',\n",
    "        xlabel=r'$t$')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "EDMDc model: The observables (or lifting functions) for the Koopman model are chosen to be the state itself ($\\psi_1 = x_1,\\psi_2=x_2$) (by setting `include_states=True` below, which is also the default) and thin plate radial basis functions with centers selected randomly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Koopman(observables=TimeDelay(n_delays=9), regressor=DMDc())",
      "text/html": "<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>Koopman(observables=TimeDelay(n_delays=9), regressor=DMDc())</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-6\" type=\"checkbox\" ><label for=\"sk-estimator-id-6\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">Koopman</label><div class=\"sk-toggleable__content\"><pre>Koopman(observables=TimeDelay(n_delays=9), regressor=DMDc())</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-7\" type=\"checkbox\" ><label for=\"sk-estimator-id-7\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">observables: TimeDelay</label><div class=\"sk-toggleable__content\"><pre>TimeDelay(n_delays=9)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-8\" type=\"checkbox\" ><label for=\"sk-estimator-id-8\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">TimeDelay</label><div class=\"sk-toggleable__content\"><pre>TimeDelay(n_delays=9)</pre></div></div></div></div></div></div><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-9\" type=\"checkbox\" ><label for=\"sk-estimator-id-9\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">regressor: DMDc</label><div class=\"sk-toggleable__content\"><pre>DMDc()</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-10\" type=\"checkbox\" ><label for=\"sk-estimator-id-10\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DMDc</label><div class=\"sk-toggleable__content\"><pre>DMDc()</pre></div></div></div></div></div></div></div></div></div></div>"
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_delays =  9\n",
    "obs = pk.observables.TimeDelay(n_delays=n_delays)\n",
    "\n",
    "EDMDc = pk.regression.DMDc()\n",
    "\n",
    "# which is in effect\n",
    "# EDMDc = pk.regression.DMDc(\n",
    "#     svd_rank=n_states*(n_delays+1)+n_inputs,\n",
    "#     svd_output_rank=n_states*(n_delays+1)\n",
    "# )\n",
    "\n",
    "\n",
    "model = pk.Koopman(observables=obs, regressor=EDMDc)\n",
    "model.fit(X.T, y=Y.T, u=U[:,n_delays:].T)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare prediction accuracy of Koopman model on a test trajectory\n",
    "\n",
    "In the following, the trained model is used to perform a multi-step prediction from a given initial condition. The prediction is compared with the true trajectory when integrating the nonlinear system."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_int = 600  # Integration length\n",
    "t = np.arange(0, n_int*dT, dT)\n",
    "u = np.array([-square_wave(step+1) for step in range(n_int)])\n",
    "x = np.array([0.5, 0.5])\n",
    "# x = np.array([[-0.1], [-0.5]])\n",
    "\n",
    "# Integrate nonlinear system\n",
    "Xtrue = np.zeros((n_states, n_int))\n",
    "Xtrue[:, 0] = x\n",
    "for step in range(1, n_int, 1):\n",
    "    y = rk4(0, Xtrue[:, step-1].reshape(n_states,1), u[np.newaxis, step-1], dT, vdp_osc)\n",
    "    Xtrue[:, step] = y.reshape(n_states,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predict using Koopman model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "x0_td = Xtrue[:,:n_delays+1].T\n",
    "\n",
    "# Multi-step prediction with Koopman/EDMDc model\n",
    "Xkoop = model.simulate(x0_td, u[n_delays:, np.newaxis], n_steps=n_int-1-n_delays)\n",
    "\n",
    "# Multi-step prediction with Koopman/EDMDc model\n",
    "Xkoop = np.vstack([x0_td, Xkoop]) # add initial condition to simulated data for comparison below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0.5, 1.0, 'L2 norm error = 7.249270040251282')"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 900x600 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3, 1, sharex=True, tight_layout=True, figsize=(9, 6))\n",
    "axs[0].plot(t, u, '-k')\n",
    "axs[0].set(ylabel=r'$u$')\n",
    "axs[1].plot(t, Xtrue[0, :], '-', color='b', label='True')\n",
    "axs[1].plot(t, Xkoop[:, 0], '--r', label='TimeDelayDMDc')\n",
    "axs[1].set(ylabel=r'$x_1$')\n",
    "axs[2].plot(t, Xtrue[1, :], '-', color='b', label='True')\n",
    "axs[2].plot(t, Xkoop[:, 1], '--r', label='TimeDelayDMDc')\n",
    "axs[2].set(\n",
    "        ylabel=r'$x_2$',\n",
    "        xlabel=r'$t$')\n",
    "\n",
    "for i in range(1,3):\n",
    "    axs[i].axvline(x=t[n_delays])\n",
    "\n",
    "axs[1].legend()\n",
    "    \n",
    "err = np.linalg.norm(Xtrue - Xkoop.T)\n",
    "axs[0].set_title(f\"L2 norm error = {err}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lifted system can be easily accessed\n",
    "\n",
    "$$\n",
    "z^{+} = A z + B u\\\\\n",
    "x = Cz\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(20, 20)"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(20, 1)"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.B.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(2, 20)"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.C.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": "(2, 20)"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.W.shape"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
